{"id":"W1968160861","doi":"10.1016/j.exger.2007.08.002","title":"Improvement and decline in health status from late middle age: Modeling age-related changes in deficit accumulation","year":2007,"lang":"en","type":"article","venue":"Experimental Gerontology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Institute for Biodiagnostics; Dalhousie University","funders":"Health Research Board","keywords":"Medicine; Physiology; Gerontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003292799,0.0001939774,0.0004374654,0.0002170097,0.0000364368,0.00001071781,0.00005589322,0.0001756261,0.0001003464],"category_scores_gemma":[0.0000384035,0.0002009204,0.00002576973,0.0001272777,0.00006725676,0.00007495798,0.00009376388,0.0002437949,0.000007758671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000550447,"about_ca_system_score_gemma":0.00004082518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02068785,"about_ca_topic_score_gemma":0.05561852,"domain_scores_codex":[0.9981676,0.00006076444,0.0006043452,0.0004147903,0.0001653987,0.0005871205],"domain_scores_gemma":[0.9994371,0.00007295913,0.0001110148,0.000193818,0.0000156143,0.0001694757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004386219,0.003252839,0.2020494,0.0003054241,0.0002147406,0.00227228,0.1039883,0.003738873,0.5509741,0.0006670886,0.0001013883,0.1280493],"study_design_scores_gemma":[0.05772553,0.006830847,0.5899834,0.001365107,0.00005575685,0.0001104794,0.02422111,0.2269064,0.08785681,0.002466545,0.0009815262,0.001496483],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902614,0.00671344,0.0003435169,0.001400867,0.0002355163,0.0006647023,0.000007197348,0.000049623,0.0003237762],"genre_scores_gemma":[0.9950721,0.000147965,0.003216973,0.001056304,0.00004552515,0.00002981957,0.0002135223,0.00002597547,0.0001918295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4631173,"threshold_uncertainty_score":0.9858335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018286265360166,"score_gpt":0.3806587164998179,"score_spread":0.2788300899638013,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}